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MuLD: The Multitask Long Document Benchmark [dataset]

MuLD (Multitask Long Document Benchmark) is a set of 6 NLP tasks where the inputs consist of at least 10,000 words. The benchmark covers a wide variety of task types including translation, summarization, question answering, and classification. Additionally there is a range of output lengths from a single word classification label all the way up to an output longer than the input text.

Resource type: Collection
Total Items: 14
Size: 12.1 GB
Contributors: Creator: Hudson, G Thomas ¹
Creator: Al Moubayed, Noura ¹

¹ Durham University
Research methods: MuLD consists of 6 tasks chosen to span a variety of dataset sizes, genres, and formulations, and are created by filtering, extending, or modifying existing NLP dataset approaches.
Other description: Code published on GitHub: https://github.com/ghomasHudson/muld
Keyword: NLP
Long documents
Multitask
Subject: Natural language processing (Computer science)
Machine learning
Language: German
English
Cited in: arxiv:2202.07362
Identifier: ark:/32150/r102870v95b
Publisher: Durham University
Date Created: 2022-01-01

Items in this Collection

1. Hotpot Annotated - train [dataset]

Title:: Hotpot Annotated - train [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset

2. NarrativeQA - train [dataset]

Title:: NarrativeQA - train [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset

3. Hotpot Annotated - valid [dataset]

Title:: Hotpot Annotated - valid [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset

4. NarrativeQA test [dataset]

Title:: NarrativeQA test [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset

5. VLSP - test [dataset]

Title:: VLSP - test [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset

6. Style Change - Validation [dataset]

Title:: Style Change - Validation [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset

7. OpenSubtitles - train [dataset]

Title:: OpenSubtitles - train [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset

8. Style Change - train [dataset]

Title:: Style Change - train [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset

9. NarrativeQA - validation [dataset]

Title:: NarrativeQA - validation [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset

10. Character ID -test [dataset]

Title:: Character ID -test [dataset]
Keyword:: nlp, multitask, long document
Contributor:: Hudson, G Thomas (Durham Univesity)
Publisher:: Durham University
Rights:: https://opensource.org/licenses/mit-license.php
Resource Type:: Dataset